{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a26d5aff-2d00-49df-9292-645003cbcfff",
   "metadata": {},
   "source": [
    "<center><h1>基于鸢尾花（iris）数据集的逻辑回归分类实践</h1>Author:dsy Time:2022-01-20</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85ba0d46-96da-4f8e-a921-702bed07d86a",
   "metadata": {},
   "source": [
    "# 1. 库函数导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a26f0272-bb01-4696-b5a8-36b25a904394",
   "metadata": {},
   "outputs": [],
   "source": [
    "##  基础函数库\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "\n",
    "## 绘图函数库\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5011341-27fc-4b03-9206-75136e54cb04",
   "metadata": {},
   "source": [
    "# 2. 数据读取/载入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "296e27cc-7a61-4c64-a0fb-3b85368940ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 我们利用 sklearn 中自带的 iris 数据作为数据载入，并利用Pandas转化为DataFrame格式\n",
    "from sklearn.datasets import load_iris\n",
    "data = load_iris() #得到数据特征\n",
    "iris_target = data.target #得到数据对应的标签\n",
    "iris_features = pd.DataFrame(data=data.data, columns=data.feature_names) #利用Pandas转化为DataFrame格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d4063431-2971-4399-ab54-853470cfc8b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
       "0                5.1               3.5                1.4               0.2\n",
       "1                4.9               3.0                1.4               0.2\n",
       "2                4.7               3.2                1.3               0.2\n",
       "3                4.6               3.1                1.5               0.2\n",
       "4                5.0               3.6                1.4               0.2\n",
       "5                5.4               3.9                1.7               0.4\n",
       "6                4.6               3.4                1.4               0.3\n",
       "7                5.0               3.4                1.5               0.2\n",
       "8                4.4               2.9                1.4               0.2\n",
       "9                4.9               3.1                1.5               0.1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_features.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "469c501a-cd7c-46ae-9e8c-bb386d75926b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50\n",
       "1    50\n",
       "2    50\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(iris_target).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7bbd97be-dbed-444c-aebb-124abd6a6243",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 4 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   sepal length (cm)  150 non-null    float64\n",
      " 1   sepal width (cm)   150 non-null    float64\n",
      " 2   petal length (cm)  150 non-null    float64\n",
      " 3   petal width (cm)   150 non-null    float64\n",
      "dtypes: float64(4)\n",
      "memory usage: 4.8 KB\n"
     ]
    }
   ],
   "source": [
    "iris_features.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4cc6a90e-372f-4094-94ae-2d06b5f32df7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.057333</td>\n",
       "      <td>3.758000</td>\n",
       "      <td>1.199333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.435866</td>\n",
       "      <td>1.765298</td>\n",
       "      <td>0.762238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal length (cm)  sepal width (cm)  petal length (cm)  \\\n",
       "count         150.000000        150.000000         150.000000   \n",
       "mean            5.843333          3.057333           3.758000   \n",
       "std             0.828066          0.435866           1.765298   \n",
       "min             4.300000          2.000000           1.000000   \n",
       "25%             5.100000          2.800000           1.600000   \n",
       "50%             5.800000          3.000000           4.350000   \n",
       "75%             6.400000          3.300000           5.100000   \n",
       "max             7.900000          4.400000           6.900000   \n",
       "\n",
       "       petal width (cm)  \n",
       "count        150.000000  \n",
       "mean           1.199333  \n",
       "std            0.762238  \n",
       "min            0.100000  \n",
       "25%            0.300000  \n",
       "50%            1.300000  \n",
       "75%            1.800000  \n",
       "max            2.500000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_features.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63797155-d0f0-4096-b534-e4048cfa809c",
   "metadata": {},
   "source": [
    "# 3. 可视化描述"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6c1e3d51-15d7-4551-b088-2f35871b40a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 合并标签和特征信息\n",
    "iris_all = iris_features.copy() ##进行浅拷贝，防止对于原始数据的修改\n",
    "iris_all['target'] = iris_target"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba2ef821-e1d5-4d6a-86a5-97e679cb5cc7",
   "metadata": {},
   "source": [
    "## 3.1 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8c8256b4-a2e0-45a6-b913-6f704d7dd046",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 762.375x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 特征与标签组合的散点可视化\n",
    "sns.pairplot(data=iris_all,diag_kind='hist', hue= 'target')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "886051f8-0c21-4b14-aeaf-6aaf92f4dce4",
   "metadata": {},
   "source": [
    "## 3.2 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41d11c1a-e755-49f5-b7ad-5f0c97f985a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in iris_features.columns:\n",
    "    sns.boxplot(x='target', y=col, saturation=0.5,palette='pastel', data=iris_all)\n",
    "    plt.title(col)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1a3e5f0-5d84-4b80-9999-eca74aab6514",
   "metadata": {},
   "source": [
    "## 3.3 3D散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5ece048e-f337-4a0f-a3b9-32d80aefc3fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 选取其前三个特征绘制三维散点图\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "iris_all_class0 = iris_all[iris_all['target']==0].values\n",
    "iris_all_class1 = iris_all[iris_all['target']==1].values\n",
    "iris_all_class2 = iris_all[iris_all['target']==2].values\n",
    "# 'setosa'(0), 'versicolor'(1), 'virginica'(2)\n",
    "ax.scatter(iris_all_class0[:,0], iris_all_class0[:,1], iris_all_class0[:,2],label='setosa')\n",
    "ax.scatter(iris_all_class1[:,0], iris_all_class1[:,1], iris_all_class1[:,2],label='versicolor')\n",
    "ax.scatter(iris_all_class2[:,0], iris_all_class2[:,1], iris_all_class2[:,2],label='virginica')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd4dafea-b2a2-482a-a30c-683acbafbcd2",
   "metadata": {},
   "source": [
    "# 4. 利用 逻辑回归模型 在二分类上 进行训练和预测"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aabd4dc8-611c-4c03-b116-c98e907a8787",
   "metadata": {},
   "source": [
    "## 4.1 二分类数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "22e27200-4eea-4ad3-8be4-6c11f0493344",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 为了正确评估模型性能，将数据划分为训练集和测试集，并在训练集上训练模型，在测试集上验证模型性能。\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "## 选择其类别为0和1的样本 （不包括类别为2的样本）\n",
    "iris_features_part = iris_features.iloc[:100]\n",
    "iris_target_part = iris_target[:100]\n",
    "\n",
    "## 测试集大小为20%， 80%/20%分\n",
    "x_train, x_test, y_train, y_test = train_test_split(iris_features_part, iris_target_part, test_size = 0.2, random_state = 2020)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "331035bb-ae9b-480e-adc4-b0f70ec37abb",
   "metadata": {},
   "source": [
    "## 4.3 三分类数据"
   ]
  },
  {
   "cell_type": "raw",
   "id": "5bc72e9f-a917-490e-a75a-30493bb14b4a",
   "metadata": {},
   "source": [
    "## 为了正确评估模型性能，将数据划分为训练集和测试集，并在训练集上训练模型，在测试集上验证模型性能。\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "## 测试集大小为20%， 80%/20%分\n",
    "x_train, x_test, y_train, y_test = train_test_split(iris_features, iris_target, test_size = 0.2, random_state = 2020)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "568b5705-eadb-4dcc-b299-2c2576e097e6",
   "metadata": {},
   "source": [
    "## 4.4 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "602c9764-0ee3-43c9-a8de-bcadc648128e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(random_state=0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 从sklearn中导入逻辑回归模型\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "## 定义 逻辑回归模型 \n",
    "clf = LogisticRegression(random_state=0, solver='lbfgs')\n",
    "# 在训练集上训练逻辑回归模型\n",
    "clf.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "76eb4474-8b4e-43e6-b53a-671a714d9fc0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the weight of Logistic Regression: [[ 0.45181973 -0.81743611  2.14470304  0.89838607]]\n",
      "the intercept(w0) of Logistic Regression: [-6.53367714]\n"
     ]
    }
   ],
   "source": [
    "## 查看其对应的w\n",
    "print('the weight of Logistic Regression:',clf.coef_)\n",
    "\n",
    "## 查看其对应的w0\n",
    "print('the intercept(w0) of Logistic Regression:',clf.intercept_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "445cc428-5a9e-4ff4-8fd8-1c6aaa6d6a5b",
   "metadata": {},
   "source": [
    "## 4.5 模型预测 & 评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dc8f5c47-7ffa-415c-81c7-d8dd09003531",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The accuracy of the Logistic Regression is: 1.0\n",
      "The accuracy of the Logistic Regression is: 1.0\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "## 利用accuracy（准确度）【预测正确的样本数目占总预测样本数目的比例】评估模型效果\n",
    "print('The accuracy of the Logistic Regression is:',metrics.accuracy_score(y_train,clf.predict(x_train)))\n",
    "print('The accuracy of the Logistic Regression is:',metrics.accuracy_score(y_test,clf.predict(x_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4223383f-1706-4d48-b17a-c4489d2060d9",
   "metadata": {},
   "source": [
    "## 4.6 混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e490869f-bb44-4a9d-807a-ee38e1bde433",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The confusion matrix result:\n",
      " [[ 9  0]\n",
      " [ 0 11]]\n"
     ]
    }
   ],
   "source": [
    "## 查看混淆矩阵 (预测值和真实值的各类情况统计矩阵)\n",
    "confusion_matrix_result = metrics.confusion_matrix(clf.predict(x_test),y_test)\n",
    "print('The confusion matrix result:\\n',confusion_matrix_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b8614f66-c33d-4d07-bf0c-f2954f652bbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 利用热力图对于结果进行可视化\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(confusion_matrix_result, annot=True, cmap='Reds')\n",
    "plt.xlabel('Predicted labels')\n",
    "plt.ylabel('True labels')\n",
    "plt.savefig(\"4.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d5bc4dd0-8bd0-452b-8974-7fa5449c74dd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
